Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	13406
Missing cells	158110
Missing cells (%)	69.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 MiB
Average record size in memory	136.0 B

Variable types

Categorical	1
Numeric	16

Alerts

`Country Name` has a high cardinality: 217 distinct values	High cardinality
`CPI human resources` is highly correlated with `CPIA gender equality` and 1 other fields	High correlation
`CPIA gender equality` is highly correlated with `CPI human resources` and 5 other fields	High correlation
`CPIA social protection` is highly correlated with `CPI human resources` and 2 other fields	High correlation
`fertility rate` is highly correlated with `CPIA gender equality` and 5 other fields	High correlation
`intentional homicides` is highly correlated with `poverty gap` and 1 other fields	High correlation
`literacy rate` is highly correlated with `CPIA gender equality` and 4 other fields	High correlation
`poverty gap` is highly correlated with `CPIA gender equality` and 5 other fields	High correlation
`primary completion` is highly correlated with `CPIA gender equality` and 4 other fields	High correlation
`unpaid domestic` is highly correlated with `CPIA social protection` and 1 other fields	High correlation
`teenage mothers` is highly correlated with `fertility rate` and 5 other fields	High correlation
`married by 18` is highly correlated with `fertility rate` and 4 other fields	High correlation
`CPI human resources` is highly correlated with `CPIA gender equality` and 1 other fields	High correlation
`CPIA gender equality` is highly correlated with `CPI human resources` and 5 other fields	High correlation
`CPIA social protection` is highly correlated with `CPI human resources` and 2 other fields	High correlation
`fertility rate` is highly correlated with `CPIA gender equality` and 5 other fields	High correlation
`intentional homicides` is highly correlated with `teenage mothers`	High correlation
`literacy rate` is highly correlated with `CPIA gender equality` and 4 other fields	High correlation
`poverty gap` is highly correlated with `CPIA gender equality` and 5 other fields	High correlation
`primary completion` is highly correlated with `CPIA gender equality` and 5 other fields	High correlation
`unpaid domestic` is highly correlated with `CPIA social protection`	High correlation
`teenage mothers` is highly correlated with `fertility rate` and 4 other fields	High correlation
`married by 18` is highly correlated with `fertility rate` and 4 other fields	High correlation
`CPI human resources` is highly correlated with `CPIA gender equality` and 1 other fields	High correlation
`CPIA gender equality` is highly correlated with `CPI human resources`	High correlation
`CPIA social protection` is highly correlated with `CPI human resources`	High correlation
`fertility rate` is highly correlated with `literacy rate` and 2 other fields	High correlation
`literacy rate` is highly correlated with `fertility rate` and 2 other fields	High correlation
`poverty gap` is highly correlated with `fertility rate` and 1 other fields	High correlation
`primary completion` is highly correlated with `fertility rate` and 1 other fields	High correlation
`teenage mothers` is highly correlated with `married by 18`	High correlation
`married by 18` is highly correlated with `teenage mothers`	High correlation
`CPI human resources` is highly correlated with `CPIA gender equality` and 3 other fields	High correlation
`CPIA gender equality` is highly correlated with `CPI human resources` and 7 other fields	High correlation
`CPIA social protection` is highly correlated with `CPI human resources` and 2 other fields	High correlation
`management` is highly correlated with `CPIA gender equality` and 3 other fields	High correlation
`fertility rate` is highly correlated with `CPIA gender equality` and 6 other fields	High correlation
`intentional homicides` is highly correlated with `teenage mothers`	High correlation
`labor force` is highly correlated with `CPIA gender equality` and 7 other fields	High correlation
`literacy rate` is highly correlated with `CPIA gender equality` and 6 other fields	High correlation
`poverty gap` is highly correlated with `CPIA gender equality` and 7 other fields	High correlation
`primary completion` is highly correlated with `CPI human resources` and 8 other fields	High correlation
`parliment seats` is highly correlated with `teenage mothers`	High correlation
`unpaid domestic` is highly correlated with `CPI human resources` and 6 other fields	High correlation
`teenage mothers` is highly correlated with `management` and 8 other fields	High correlation
`married by 18` is highly correlated with `fertility rate` and 5 other fields	High correlation
`CPI human resources` has 12189 (90.9%) missing values	Missing
`CPIA gender equality` has 12189 (90.9%) missing values	Missing
`CPIA social protection` has 12197 (91.0%) missing values	Missing
`employers` has 7983 (59.5%) missing values	Missing
`management` has 12391 (92.4%) missing values	Missing
`fertility rate` has 1458 (10.9%) missing values	Missing
`intentional homicides` has 11330 (84.5%) missing values	Missing
`labor force` has 7422 (55.4%) missing values	Missing
`literacy rate` has 12446 (92.8%) missing values	Missing
`poverty gap` has 11591 (86.5%) missing values	Missing
`primary completion` has 8881 (66.2%) missing values	Missing
`parliment seats` has 8887 (66.3%) missing values	Missing
`unpaid domestic` has 13229 (98.7%) missing values	Missing
`teenage mothers` has 13039 (97.3%) missing values	Missing
`married by 18` has 12878 (96.1%) missing values	Missing
`Country Name` is uniformly distributed	Uniform
`parliment seats` has 181 (1.4%) zeros	Zeros

Reproduction

Analysis started	2022-05-18 05:20:04.569751
Analysis finished	2022-05-18 05:20:42.515261
Duration	37.95 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Country Name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	217
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	104.9 KiB

Afghanistan	62
Myanmar	62
Nauru	62
Nepal	62
Netherlands	62
Other values (212)	13096

Length

Max length	30
Median length	22
Mean length	9.643368641
Min length	4

Characters and Unicode

Total characters	129279
Distinct characters	58
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Afghanistan
2nd row	Afghanistan
3rd row	Afghanistan
4th row	Afghanistan
5th row	Afghanistan

Common Values

Value	Count	Frequency (%)
Afghanistan	62	0.5%
Myanmar	62	0.5%
Nauru	62	0.5%
Nepal	62	0.5%
Netherlands	62	0.5%
New Caledonia	62	0.5%
New Zealand	62	0.5%
Nicaragua	62	0.5%
Niger	62	0.5%
Nigeria	62	0.5%
Other values (207)	12786	95.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
islands	556	2.9%
and	496	2.5%
rep	434	2.2%
republic	372	1.9%
st	225	1.2%
china	186	1.0%
arab	186	1.0%
the	186	1.0%
new	186	1.0%
guinea	186	1.0%
Other values (255)	16457	84.5%

Most occurring characters

Value	Count	Frequency (%)
a	18360	14.2%
i	10020	7.8%
n	9991	7.7%
e	8900	6.9%
r	7118	5.5%
o	6382	4.9%
	6064	4.7%
s	4624	3.6%
u	4588	3.5%
l	4584	3.5%
Other values (48)	48648	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101434	78.5%
Uppercase Letter	19370	15.0%
Space Separator	6064	4.7%
Other Punctuation	1961	1.5%
Open Punctuation	163	0.1%
Close Punctuation	163	0.1%
Dash Punctuation	124	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	18360	18.1%
i	10020	9.9%
n	9991	9.8%
e	8900	8.8%
r	7118	7.0%
o	6382	6.3%
s	4624	4.6%
u	4588	4.5%
l	4584	4.5%
t	4518	4.5%
Other values (16)	22349	22.0%

Uppercase Letter

Value	Count	Frequency (%)
S	2147	11.1%
C	1550	8.0%
M	1525	7.9%
B	1426	7.4%
R	1364	7.0%
A	1302	6.7%
I	1237	6.4%
G	1115	5.8%
T	992	5.1%
P	868	4.5%
Other values (15)	5844	30.2%

Other Punctuation

Value	Count	Frequency (%)
.	1031	52.6%
,	806	41.1%
'	124	6.3%

Space Separator

Value	Count	Frequency (%)
	6064	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	163	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	163	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	124	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	120804	93.4%
Common	8475	6.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	18360	15.2%
i	10020	8.3%
n	9991	8.3%
e	8900	7.4%
r	7118	5.9%
o	6382	5.3%
s	4624	3.8%
u	4588	3.8%
l	4584	3.8%
t	4518	3.7%
Other values (41)	41719	34.5%

Common

Value	Count	Frequency (%)
	6064	71.6%
.	1031	12.2%
,	806	9.5%
(	163	1.9%
)	163	1.9%
-	124	1.5%
'	124	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129279	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	18360	14.2%
i	10020	7.8%
n	9991	7.7%
e	8900	6.9%
r	7118	5.5%
o	6382	4.9%
	6064	4.7%
s	4624	3.6%
u	4588	3.5%
l	4584	3.5%
Other values (48)	48648	37.6%

Year
Real number (ℝ_≥0)

Distinct	62
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1990.553558

Minimum	1960
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	1960
5-th percentile	1963
Q1	1975
median	1991
Q3	2006
95-th percentile	2018
Maximum	2021
Range	61
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	17.87826764
Coefficient of variation (CV)	0.008981555694
Kurtosis	-1.198413465
Mean	1990.553558
Median Absolute Deviation (MAD)	15
Skewness	-0.00486870527
Sum	26685361
Variance	319.632454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1991	217	1.6%
1990	217	1.6%
1983	217	1.6%
1984	217	1.6%
1985	217	1.6%
1986	217	1.6%
1987	217	1.6%
1988	217	1.6%
1989	217	1.6%
2001	217	1.6%
Other values (52)	11236	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1960	215	1.6%
1961	215	1.6%
1962	215	1.6%
1963	215	1.6%
1964	215	1.6%
1965	215	1.6%
1966	215	1.6%
1967	215	1.6%
1968	215	1.6%
1969	215	1.6%

Value	Count	Frequency (%)
2021	212	1.6%
2020	217	1.6%
2019	217	1.6%
2018	217	1.6%
2017	217	1.6%
2016	217	1.6%
2015	217	1.6%
2014	217	1.6%
2013	217	1.6%
2012	217	1.6%

CPI human resources
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	0.7%
Missing	12189
Missing (%)	90.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.523418242

Minimum	1
Maximum	4.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3
median	3.5
Q3	4
95-th percentile	4.5
Maximum	4.5
Range	3.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6107470755
Coefficient of variation (CV)	0.1733393635
Kurtosis	-0.03020094607
Mean	3.523418242
Median Absolute Deviation (MAD)	0.5
Skewness	-0.4312014692
Sum	4288
Variance	0.3730119902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3.5	380	2.8%
4	338	2.5%
3	226	1.7%
4.5	130	1.0%
2.5	120	0.9%
2	19	0.1%
1.5	2	< 0.1%
1	2	< 0.1%
(Missing)	12189	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
1.5	2	< 0.1%
2	19	0.1%
2.5	120	0.9%
3	226	1.7%
3.5	380	2.8%
4	338	2.5%
4.5	130	1.0%

Value	Count	Frequency (%)
4.5	130	1.0%
4	338	2.5%
3.5	380	2.8%
3	226	1.7%
2.5	120	0.9%
2	19	0.1%
1.5	2	< 0.1%
1	2	< 0.1%

CPIA gender equality
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	0.7%
Missing	12189
Missing (%)	90.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.352095316

Minimum	1.5
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	1.5
5-th percentile	2.5
Q1	3
median	3.5
Q3	4
95-th percentile	4.5
Maximum	5
Range	3.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6644628055
Coefficient of variation (CV)	0.198223124
Kurtosis	-0.1290391282
Mean	3.352095316
Median Absolute Deviation (MAD)	0.5
Skewness	-0.2024222719
Sum	4079.5
Variance	0.4415108199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3.5	335	2.5%
3	310	2.3%
4	261	1.9%
2.5	164	1.2%
4.5	83	0.6%
2	37	0.3%
1.5	17	0.1%
5	10	0.1%
(Missing)	12189	90.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	17	0.1%
2	37	0.3%
2.5	164	1.2%
3	310	2.3%
3.5	335	2.5%
4	261	1.9%
4.5	83	0.6%
5	10	0.1%

Value	Count	Frequency (%)
5	10	0.1%
4.5	83	0.6%
4	261	1.9%
3.5	335	2.5%
3	310	2.3%
2.5	164	1.2%
2	37	0.3%
1.5	17	0.1%

CPIA social protection
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	8
Distinct (%)	0.7%
Missing	12197
Missing (%)	91.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.043424318

Minimum	1
Maximum	4.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2.5
median	3
Q3	3.5
95-th percentile	4
Maximum	4.5
Range	3.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5832727823
Coefficient of variation (CV)	0.1916501682
Kurtosis	0.2833720957
Mean	3.043424318
Median Absolute Deviation (MAD)	0.5
Skewness	-0.3228528381
Sum	3679.5
Variance	0.3402071385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3.5	408	3.0%
3	339	2.5%
2.5	273	2.0%
2	87	0.6%
4	70	0.5%
4.5	18	0.1%
1	8	0.1%
1.5	6	< 0.1%
(Missing)	12197	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	0.1%
1.5	6	< 0.1%
2	87	0.6%
2.5	273	2.0%
3	339	2.5%
3.5	408	3.0%
4	70	0.5%
4.5	18	0.1%

Value	Count	Frequency (%)
4.5	18	0.1%
4	70	0.5%
3.5	408	3.0%
3	339	2.5%
2.5	273	2.0%
2	87	0.6%
1.5	6	< 0.1%
1	8	0.1%

employers
Real number (ℝ_≥0)

MISSING

Distinct	628
Distinct (%)	11.6%
Missing	7983
Missing (%)	59.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.740768947

Minimum	0
Maximum	10.86999989
Zeros	58
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1400000006
Q1	0.6000000238
median	1.450000048
Q3	2.425000072
95-th percentile	4.420000076
Maximum	10.86999989
Range	10.86999989
Interquartile range (IQR)	1.825000048

Descriptive statistics

Standard deviation	1.518537384
Coefficient of variation (CV)	0.8723371285
Kurtosis	5.763855435
Mean	1.740768947
Median Absolute Deviation (MAD)	0.8999998569
Skewness	1.88282576
Sum	9440.189998
Variance	2.305955788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58	0.4%
0.150000006	51	0.4%
0.4799999893	44	0.3%
0.3300000131	43	0.3%
0.4699999988	40	0.3%
0.1199999973	40	0.3%
0.1400000006	39	0.3%
0.05000000075	35	0.3%
0.5	33	0.2%
0.9599999785	32	0.2%
Other values (618)	5008	37.4%
(Missing)	7983	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	0.4%
0.009999999776	5	< 0.1%
0.01999999955	4	< 0.1%
0.02999999933	6	< 0.1%
0.03999999911	29	0.2%
0.05000000075	35	0.3%
0.05999999866	9	0.1%
0.0700000003	4	< 0.1%
0.07999999821	11	0.1%
0.09000000358	8	0.1%

Value	Count	Frequency (%)
10.86999989	1	< 0.1%
10.81999969	1	< 0.1%
10.77000046	1	< 0.1%
10.71000004	1	< 0.1%
10.47999954	1	< 0.1%
10.47000027	1	< 0.1%
10.31999969	1	< 0.1%
10.26000023	1	< 0.1%
10.25	1	< 0.1%
10.22999954	1	< 0.1%

management
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	868
Distinct (%)	85.5%
Missing	12391
Missing (%)	92.4%
Infinite	0
Infinite (%)	0.0%
Mean	30.7026601

Minimum	4.21999979
Maximum	60.90999985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	4.21999979
5-th percentile	15.48800001
Q1	24.75
median	31.45999908
Q3	36.625
95-th percentile	43.23599968
Maximum	60.90999985
Range	56.69000006
Interquartile range (IQR)	11.875

Descriptive statistics

Standard deviation	8.761744902
Coefficient of variation (CV)	0.2853741296
Kurtosis	0.2124899072
Mean	30.7026601
Median Absolute Deviation (MAD)	5.810001373
Skewness	-0.2350916434
Sum	31163.2
Variance	76.76817372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.5	3	< 0.1%
30.54000092	3	< 0.1%
34.25999832	3	< 0.1%
34.34000015	3	< 0.1%
35.58000183	3	< 0.1%
40.25999832	3	< 0.1%
33.31999969	3	< 0.1%
33.13999939	3	< 0.1%
23.11000061	3	< 0.1%
30.81999969	3	< 0.1%
Other values (858)	985	7.3%
(Missing)	12391	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.21999979	1	< 0.1%
4.260000229	1	< 0.1%
4.5	1	< 0.1%
5.230000019	1	< 0.1%
5.699999809	1	< 0.1%
5.730000019	1	< 0.1%
5.75	1	< 0.1%
6.079999924	1	< 0.1%
6.400000095	1	< 0.1%
7.619999886	1	< 0.1%

Value	Count	Frequency (%)
60.90999985	1	< 0.1%
59.31000137	1	< 0.1%
57.97000122	1	< 0.1%
55.83000183	1	< 0.1%
54.63999939	1	< 0.1%
54.16999817	1	< 0.1%
53.68000031	1	< 0.1%
51.83000183	1	< 0.1%
50.49000168	1	< 0.1%
50.18999863	1	< 0.1%

fertility rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5024
Distinct (%)	42.0%
Missing	1458
Missing (%)	10.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.954937889

Minimum	0.837
Maximum	8.864
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0.837
5-th percentile	1.43
Q1	2.09
median	3.509
Q3	5.866
95-th percentile	7.2233
Maximum	8.864
Range	8.027
Interquartile range (IQR)	3.776

Descriptive statistics

Standard deviation	2.012936501
Coefficient of variation (CV)	0.5089679175
Kurtosis	-1.281893526
Mean	3.954937889
Median Absolute Deviation (MAD)	1.665
Skewness	0.3396013253
Sum	47253.5979
Variance	4.051913358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.6	34	0.3%
1.75	33	0.2%
1.71	32	0.2%
1.5	32	0.2%
1.74	30	0.2%
1.46	30	0.2%
1.9	29	0.2%
1.4	29	0.2%
2.06	28	0.2%
1.52	28	0.2%
Other values (5014)	11643	86.8%
(Missing)	1458	10.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.837	1	< 0.1%
0.86	1	< 0.1%
0.862	1	< 0.1%
0.868	1	< 0.1%
0.875	1	< 0.1%
0.879	1	< 0.1%
0.9	1	< 0.1%
0.901	1	< 0.1%
0.906	1	< 0.1%
0.911	1	< 0.1%

Value	Count	Frequency (%)
8.864	1	< 0.1%
8.858	1	< 0.1%
8.853	1	< 0.1%
8.833	1	< 0.1%
8.828	1	< 0.1%
8.793	1	< 0.1%
8.786	1	< 0.1%
8.752	1	< 0.1%
8.713	1	< 0.1%
8.71	1	< 0.1%

intentional homicides
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1955
Distinct (%)	94.2%
Missing	11330
Missing (%)	84.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.34666783

Minimum	0
Maximum	19.17122899
Zeros	121
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.704246345
median	1.339727909
Q3	3.062671185
95-th percentile	8.134190226
Maximum	19.17122899
Range	19.17122899
Interquartile range (IQR)	2.35842484

Descriptive statistics

Standard deviation	2.624446621
Coefficient of variation (CV)	1.118371585
Kurtosis	6.550194652
Mean	2.34666783
Median Absolute Deviation (MAD)	0.8319602577
Skewness	2.318405185
Sum	4871.682414
Variance	6.887720065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	121	0.9%
10.5	2	< 0.1%
0.5223150395	1	< 0.1%
0.9567956912	1	< 0.1%
2.091218972	1	< 0.1%
2.113595001	1	< 0.1%
2.111700384	1	< 0.1%
1.843374208	1	< 0.1%
2.639613561	1	< 0.1%
3.241360116	1	< 0.1%
Other values (1945)	1945	14.5%
(Missing)	11330	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	121	0.9%
0.06486761385	1	< 0.1%
0.08434313147	1	< 0.1%
0.112542527	1	< 0.1%
0.1217506279	1	< 0.1%
0.1221483948	1	< 0.1%
0.1251898191	1	< 0.1%
0.1314190339	1	< 0.1%
0.1414106518	1	< 0.1%
0.1531273648	1	< 0.1%

Value	Count	Frequency (%)
19.17122899	1	< 0.1%
18.27690185	1	< 0.1%
17.25303448	1	< 0.1%
17.15812351	1	< 0.1%
16.60357309	1	< 0.1%
15.54689927	1	< 0.1%
14.48846658	1	< 0.1%
14.34340514	1	< 0.1%
14.05624823	1	< 0.1%
13.998614	1	< 0.1%

labor force
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	5655
Distinct (%)	94.5%
Missing	7422
Missing (%)	55.4%
Infinite	0
Infinite (%)	0.0%
Mean	50.33109058

Minimum	5.994999886
Maximum	90.55500031
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	5.994999886
5-th percentile	18.03975067
Q1	41.10674858
median	51.06199837
Q3	60.75949955
95-th percentile	77.92239685
Maximum	90.55500031
Range	84.56000042
Interquartile range (IQR)	19.65275097

Descriptive statistics

Standard deviation	16.48750625
Coefficient of variation (CV)	0.3275809458
Kurtosis	-0.1074837848
Mean	50.33109058
Median Absolute Deviation (MAD)	9.769001007
Skewness	-0.2389285789
Sum	301181.246
Variance	271.8378624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.77799988	3	< 0.1%
58.93700027	3	< 0.1%
45.96300125	3	< 0.1%
50.16799927	3	< 0.1%
48.4620018	3	< 0.1%
50.08100128	3	< 0.1%
55.29199982	3	< 0.1%
49.33300018	3	< 0.1%
51.36399841	3	< 0.1%
59.72100067	3	< 0.1%
Other values (5645)	5954	44.4%
(Missing)	7422	55.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.994999886	1	< 0.1%
6.080999851	1	< 0.1%
6.089000225	1	< 0.1%
6.09499979	2	< 0.1%
6.114999771	1	< 0.1%
6.129000187	1	< 0.1%
6.138000011	1	< 0.1%
6.958000183	1	< 0.1%
7.881999969	1	< 0.1%
8.281999588	1	< 0.1%

Value	Count	Frequency (%)
90.55500031	1	< 0.1%
90.07499695	1	< 0.1%
89.57299805	1	< 0.1%
89.0490036	1	< 0.1%
88.5019989	1	< 0.1%
87.93099976	1	< 0.1%
87.81199646	1	< 0.1%
87.66999817	1	< 0.1%
87.52700043	1	< 0.1%
87.38400269	1	< 0.1%

literacy rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	943
Distinct (%)	98.2%
Missing	12446
Missing (%)	92.8%
Infinite	0
Infinite (%)	0.0%
Mean	76.73631724

Minimum	3.390589952
Maximum	99.99994659
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	3.390589952
5-th percentile	22.19071379
Q1	63.38534641
median	88.74872208
Q3	94.93854332
95-th percentile	99.51512718
Maximum	99.99994659
Range	96.60935664
Interquartile range (IQR)	31.55319691

Descriptive statistics

Standard deviation	24.87419081
Coefficient of variation (CV)	0.3241514801
Kurtosis	0.3053749178
Mean	76.73631724
Median Absolute Deviation (MAD)	9.468021393
Skewness	-1.195081279
Sum	73666.86455
Variance	618.7253686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.59999847	7	0.1%
98.25198364	4	< 0.1%
98.59999847	4	< 0.1%
69	3	< 0.1%
99.41999817	3	< 0.1%
99.73899078	2	< 0.1%
50.91773987	1	< 0.1%
57.90000153	1	< 0.1%
75.85298157	1	< 0.1%
88.55870819	1	< 0.1%
Other values (933)	933	7.0%
(Missing)	12446	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.390589952	1	< 0.1%
3.687170029	1	< 0.1%
4.591829777	1	< 0.1%
4.987460136	1	< 0.1%
5.735280037	1	< 0.1%
8.057979584	1	< 0.1%
8.225429535	1	< 0.1%
8.399580002	1	< 0.1%
8.588259697	1	< 0.1%
9.153120041	1	< 0.1%

Value	Count	Frequency (%)
99.99994659	1	< 0.1%
99.997612	1	< 0.1%
99.9958725	1	< 0.1%
99.98587036	1	< 0.1%
99.97840881	1	< 0.1%
99.9759903	1	< 0.1%
99.97576904	1	< 0.1%
99.95819855	1	< 0.1%
99.90947723	1	< 0.1%
99.90792084	1	< 0.1%

poverty gap
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	516
Distinct (%)	28.4%
Missing	11591
Missing (%)	86.5%
Infinite	0
Infinite (%)	0.0%
Mean	15.45415978

Minimum	0
Maximum	100
Zeros	57
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.7
median	6.9
Q3	23.45
95-th percentile	60.46
Maximum	100
Range	100
Interquartile range (IQR)	22.75

Descriptive statistics

Standard deviation	19.54230909
Coefficient of variation (CV)	1.26453391
Kurtosis	1.178607091
Mean	15.45415978
Median Absolute Deviation (MAD)	6.7
Skewness	1.434647373
Sum	28049.3
Variance	381.9018446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	142	1.1%
0.2	63	0.5%
0	57	0.4%
0.3	53	0.4%
0.7	44	0.3%
0.4	42	0.3%
0.5	42	0.3%
0.9	38	0.3%
0.6	29	0.2%
1.1	28	0.2%
Other values (506)	1277	9.5%
(Missing)	11591	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	0.4%
0.1	142	1.1%
0.2	63	0.5%
0.3	53	0.4%
0.4	42	0.3%
0.5	42	0.3%
0.6	29	0.2%
0.7	44	0.3%
0.8	26	0.2%
0.9	38	0.3%

Value	Count	Frequency (%)
100	1	< 0.1%
86.6	1	< 0.1%
81	1	< 0.1%
79.7	1	< 0.1%
78.9	1	< 0.1%
78.5	1	< 0.1%
78.1	1	< 0.1%
77.8	1	< 0.1%
77.3	1	< 0.1%
76.6	1	< 0.1%

primary completion
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	4517
Distinct (%)	99.8%
Missing	8881
Missing (%)	66.2%
Infinite	0
Infinite (%)	0.0%
Mean	79.22523256

Minimum	0.7209900022
Maximum	142.1227264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0.7209900022
5-th percentile	19.75351143
Q1	62.51818848
median	91.91253662
Q3	99.18698883
95-th percentile	107.5226959
Maximum	142.1227264
Range	141.4017364
Interquartile range (IQR)	36.66880035

Descriptive statistics

Standard deviation	27.99984718
Coefficient of variation (CV)	0.3534208267
Kurtosis	0.01491142316
Mean	79.22523256
Median Absolute Deviation (MAD)	11.10713959
Skewness	-1.026907218
Sum	358494.1773
Variance	783.9914424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.57837677	2	< 0.1%
97.43415833	2	< 0.1%
96.33027649	2	< 0.1%
100	2	< 0.1%
98.6861496	2	< 0.1%
102.0649033	2	< 0.1%
97.63804626	2	< 0.1%
7.070940018	2	< 0.1%
95.22614288	1	< 0.1%
103.8461533	1	< 0.1%
Other values (4507)	4507	33.6%
(Missing)	8881	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7209900022	1	< 0.1%
0.7795400023	1	< 0.1%
2.834340096	1	< 0.1%
2.977730036	1	< 0.1%
3.265579939	1	< 0.1%
3.892400026	1	< 0.1%
3.978070021	1	< 0.1%
4.111360073	1	< 0.1%
4.224209785	1	< 0.1%
4.280409813	1	< 0.1%

Value	Count	Frequency (%)
142.1227264	1	< 0.1%
133.8461456	1	< 0.1%
133.3333282	1	< 0.1%
133.2295685	1	< 0.1%
133.0150146	1	< 0.1%
132.1580811	1	< 0.1%
131.2647247	1	< 0.1%
130.5797119	1	< 0.1%
127.9792709	1	< 0.1%
126.7616806	1	< 0.1%

parliment seats
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	1212
Distinct (%)	26.8%
Missing	8887
Missing (%)	66.3%
Infinite	0
Infinite (%)	0.0%
Mean	17.45537751

Minimum	0
Maximum	63.75
Zeros	181
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1.204819277
Q1	8.849557522
median	15.5
Q3	24.52217815
95-th percentile	39.3442623
Maximum	63.75
Range	63.75
Interquartile range (IQR)	15.67262062

Descriptive statistics

Standard deviation	11.58191808
Coefficient of variation (CV)	0.6635157604
Kurtosis	0.184939012
Mean	17.45537751
Median Absolute Deviation (MAD)	7.396869245
Skewness	0.736857939
Sum	78880.85098
Variance	134.1408265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	181	1.4%
16.66666667	58	0.4%
11.11111111	54	0.4%
20	46	0.3%
10	36	0.3%
13.33333333	35	0.3%
12.5	35	0.3%
25	35	0.3%
12	35	0.3%
22	34	0.3%
Other values (1202)	3970	29.6%
(Missing)	8887	66.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	181	1.4%
0.3322259136	14	0.1%
0.6153846154	5	< 0.1%
0.6644518272	3	< 0.1%
0.6688963211	2	< 0.1%
0.9174311927	9	0.1%
1.176470588	4	< 0.1%
1.19047619	4	< 0.1%
1.204819277	6	< 0.1%
1.234567901	2	< 0.1%

Value	Count	Frequency (%)
63.75	4	< 0.1%
61.25	5	< 0.1%
56.25	5	< 0.1%
53.41296928	1	< 0.1%
53.2231405	3	< 0.1%
53.07692308	6	< 0.1%
50.54945055	1	< 0.1%
50	8	0.1%
49.16666667	1	< 0.1%
48.85620915	5	< 0.1%

unpaid domestic
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	147
Distinct (%)	83.1%
Missing	13229
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	17.85448271

Minimum	5.02051
Maximum	31.04081
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	5.02051
5-th percentile	11.788292
Q1	15.41667
median	17.29571
Q3	20.05833
95-th percentile	25.249998
Maximum	31.04081
Range	26.0203
Interquartile range (IQR)	4.64166

Descriptive statistics

Standard deviation	4.094182139
Coefficient of variation (CV)	0.2293083594
Kurtosis	1.396815851
Mean	17.85448271
Median Absolute Deviation (MAD)	2.15682
Skewness	0.3623740887
Sum	3160.24344
Variance	16.76232739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.625	4	< 0.1%
20.83333	3	< 0.1%
20.55556	3	< 0.1%
14.58333	3	< 0.1%
16.25	3	< 0.1%
18.95833	3	< 0.1%
15	3	< 0.1%
15.55556	3	< 0.1%
19.79167	2	< 0.1%
17.63889	2	< 0.1%
Other values (137)	148	1.1%
(Missing)	13229	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.02051	1	< 0.1%
6.29234	1	< 0.1%
8.19444	1	< 0.1%
8.68056	1	< 0.1%
10	1	< 0.1%
10.41667	2	< 0.1%
10.83333	1	< 0.1%
11.60814	1	< 0.1%
11.83333	1	< 0.1%
12.5	1	< 0.1%

Value	Count	Frequency (%)
31.04081	1	< 0.1%
29.52199	1	< 0.1%
29.11243	1	< 0.1%
28.47222	1	< 0.1%
27.76825	1	< 0.1%
27.70833	2	< 0.1%
26.11111	1	< 0.1%
25.41667	1	< 0.1%
25.20833	1	< 0.1%
24.09722	1	< 0.1%

teenage mothers
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	236
Distinct (%)	64.3%
Missing	13039
Missing (%)	97.3%
Infinite	0
Infinite (%)	0.0%
Mean	19.15117166

Minimum	1.6
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	1.6
5-th percentile	4.4
Q1	10.15
median	18
Q3	26.45
95-th percentile	37.41
Maximum	50.6
Range	49
Interquartile range (IQR)	16.3

Descriptive statistics

Standard deviation	10.62030546
Coefficient of variation (CV)	0.5545512119
Kurtosis	-0.6084632729
Mean	19.15117166
Median Absolute Deviation (MAD)	8.1
Skewness	0.4392809322
Sum	7028.48
Variance	112.790888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.5	4	< 0.1%
17.6	4	< 0.1%
13.8	4	< 0.1%
22.8	4	< 0.1%
20.5	4	< 0.1%
4.4	3	< 0.1%
18	3	< 0.1%
23.2	3	< 0.1%
5.9	3	< 0.1%
35	3	< 0.1%
Other values (226)	332	2.5%
(Missing)	13039	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.6	1	< 0.1%
2.1	1	< 0.1%
2.8	1	< 0.1%
2.9	1	< 0.1%
3.4	1	< 0.1%
3.5	1	< 0.1%
3.6	2	< 0.1%
3.72	1	< 0.1%
3.8	1	< 0.1%
4.06	1	< 0.1%

Value	Count	Frequency (%)
50.6	1	< 0.1%
46.4	2	< 0.1%
45.4	1	< 0.1%
43.1	1	< 0.1%
42.9	1	< 0.1%
42.5	1	< 0.1%
41.5	1	< 0.1%
41	1	< 0.1%
40.4	2	< 0.1%
40	1	< 0.1%

married by 18
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	370
Distinct (%)	70.1%
Missing	12878
Missing (%)	96.1%
Infinite	0
Infinite (%)	0.0%
Mean	27.98243628

Minimum	0
Maximum	83.5
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	104.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4.8
Q1	15.3
median	25.72021972
Q3	38.175
95-th percentile	60.495
Maximum	83.5
Range	83.5
Interquartile range (IQR)	22.875

Descriptive statistics

Standard deviation	16.88516575
Coefficient of variation (CV)	0.6034201445
Kurtosis	0.04354275703
Mean	27.98243628
Median Absolute Deviation (MAD)	11.29210088
Skewness	0.6417974149
Sum	14774.72636
Variance	285.1088223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.5	5	< 0.1%
31	5	< 0.1%
23	4	< 0.1%
22	4	< 0.1%
34.4	4	< 0.1%
41.2	4	< 0.1%
0.1	4	< 0.1%
23.3	3	< 0.1%
24.6	3	< 0.1%
21.2	3	< 0.1%
Other values (360)	489	3.6%
(Missing)	12878	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.1	4	< 0.1%
0.2	1	< 0.1%
1.48592558	1	< 0.1%
1.6	1	< 0.1%
1.8	1	< 0.1%
2.2	1	< 0.1%
2.5	1	< 0.1%
3.2	3	< 0.1%
3.496291	1	< 0.1%

Value	Count	Frequency (%)
83.5	1	< 0.1%
78.1	1	< 0.1%
76.6	1	< 0.1%
76.3	1	< 0.1%
74.5	1	< 0.1%
73.3	1	< 0.1%
72	1	< 0.1%
71.4	1	< 0.1%
70.6	1	< 0.1%
69.9	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

Indicator Name	Country Name	Year	CPI human resources	CPIA gender equality	CPIA social protection	employers	management	fertility rate	intentional homicides	labor force	literacy rate	poverty gap	primary completion	parliment seats	unpaid domestic	teenage mothers	married by 18
0	Afghanistan	1960	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	Afghanistan	1961	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	Afghanistan	1962	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	Afghanistan	1963	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	Afghanistan	1964	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	Afghanistan	1965	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	Afghanistan	1966	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	Afghanistan	1967	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	Afghanistan	1968	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	Afghanistan	1969	NaN	NaN	NaN	NaN	NaN	7.45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

Indicator Name	Country Name	Year	CPI human resources	CPIA gender equality	CPIA social protection	employers	management	fertility rate	intentional homicides	labor force	literacy rate	poverty gap	primary completion	parliment seats	unpaid domestic	teenage mothers	married by 18
13396	Zimbabwe	2012	2.0	3.0	2.0	0.32	NaN	4.058	NaN	78.475998	NaN	NaN	97.962959	14.953271	NaN	NaN	NaN
13397	Zimbabwe	2013	2.5	3.0	2.0	0.32	NaN	4.030	NaN	79.411003	NaN	NaN	98.854950	31.481481	NaN	NaN	NaN
13398	Zimbabwe	2014	3.5	4.0	2.5	0.30	NaN	3.974	NaN	80.314003	88.283829	NaN	97.411469	31.481481	NaN	NaN	33.500000
13399	Zimbabwe	2015	3.5	4.0	2.5	0.31	NaN	3.896	NaN	80.299004	NaN	NaN	100.912598	31.481481	NaN	21.6	32.400000
13400	Zimbabwe	2016	3.5	4.0	2.5	0.31	NaN	3.804	NaN	80.279999	NaN	NaN	99.207138	31.481481	NaN	NaN	NaN
13401	Zimbabwe	2017	4.0	4.0	2.5	0.29	NaN	3.707	NaN	80.285004	NaN	45.2	96.014954	32.575758	NaN	NaN	NaN
13402	Zimbabwe	2018	4.0	4.0	3.0	0.28	NaN	3.615	NaN	80.308998	NaN	NaN	93.238541	31.481481	NaN	NaN	NaN
13403	Zimbabwe	2019	4.0	4.0	3.0	0.25	28.07	3.531	NaN	80.338997	NaN	48.4	89.320374	31.851852	NaN	NaN	33.658057
13404	Zimbabwe	2020	4.0	4.0	3.0	NaN	NaN	3.460	NaN	78.980003	NaN	NaN	90.902550	31.851852	NaN	NaN	NaN
13405	Zimbabwe	2021	NaN	NaN	NaN	NaN	NaN	NaN	NaN	79.307999	NaN	NaN	NaN	31.851852	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows